Pipeline Optimization Specialist

1 week ago


thane, India beBeeMachineLearning Full time

Job OpportunityWe are seeking a skilled Professional to develop and deploy machine learning models that accurately approximate complex physics simulations for pipeline and well networks.Design and implement neural network architectures to model flow dynamics in interconnected pipeline networksBuild models that predict pressure distributions, flow rates, and network behavior under varying operational scenariosCreate data pipelines to extract network topology and simulation results from physics-based models and transform them into graph representationsDevelop frameworks that incorporate physics constraints into machine learning loss functionsCollaborate with engineers to ensure model predictions align with physical behavior and operational constraintsImplement model monitoring, validation, and continuous improvement workflowsKey Technical Skills:Understanding of graph theory and network analysisExperience with data structures and graph representations (adjacency matrices, edge lists, sparse tensors)Knowledge of hyperparameter tuning, model building and uncertainty quantification in machine learning modelsWhy This Role MattersThis role is critical to the development of our machine learning capabilities. The successful candidate will have the opportunity to work on a wide range of projects, from developing new models to improving existing ones. They will also have the chance to collaborate with a talented team of engineers and researchers.What We OfferOur company offers a competitive salary and benefits package, as well as opportunities for professional growth and development. We are committed to creating a diverse and inclusive work environment, and we welcome applications from candidates from all backgrounds.



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